Token-Efficient Memory: How Aura Caches BM25, Repo Maps, and Long-Term Context
Three layers of on device persistence that cut token waste and keep the AI focused between sessions.

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Series
Architecture decisions, implementation deep-dives, and release notes for Aura — a local-first AI coding IDE with a Planner/Worker agent split, MCP integration, and persistent project memory.
Three layers of on device persistence that cut token waste and keep the AI focused between sessions.

Own the Harness: An Open Source AI Coding Tool Where You See the Plan, Inspect the Edits, and Trust the Result

Signal Desk finds relevant conversations, ranks them as leads, writes reviewable inbox cards, and helps draft outreach replies. I built it with Aura’s phased workflow, visible diffs, validation, and cheap models for about ten cents.

How Drones and a mobile companion turned Aura into a local AI orchestration IDE.

A couple months ago, Aura was basically a chat box with ambition. One window. One model. A pile of ideas. A lot of duct tape. It could help, sure, but it still felt like every other AI coding setup I
